Rethinking imitation learning with Predictive Inverse Dynamics Models

Microsoft Research explores Predictive Inverse Dynamics Models (PIDMs) in imitation learning, showing they outperform standard Behavior Cloning by using predictions to reduce ambiguity. The approach enables more efficient learning from fewer demonstrations compared to traditional methods.